{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0f260cae",
   "metadata": {},
   "source": [
    "# 动态加载页面"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3d7b516",
   "metadata": {},
   "source": [
    "\n",
    "## 实践 猎聘网站\n",
    "> 1. 实现基本数据获取\n",
    "> 1. 实现岗位数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "998a1a3f",
   "metadata": {},
   "source": [
    "> 1.找网站链接(network-run-.com-header-\"http://\")\n",
    "> 2.数据库查询的方法 例猎聘的post参数\n",
    "> 3.伪装成浏览器普通用户普通页面访问（header中的request view source）\n",
    "> 4.注意paylo数据python字典转至json文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "56fda681",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import  HTMLSession\n",
    "import json\n",
    "url=\"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload={\n",
    "    \"data\":\n",
    "         {\"mainSearchPcConditionForm\":{\n",
    "             \"city\":\"050020\",\n",
    "             \"dq\":\"050020\",\n",
    "             \"pubTime\":\"\",\n",
    "             \"currentPage\":0,\n",
    "             \"pageSize\":40,\n",
    "             \"key\":\"产品经理\",\n",
    "             \"suggestTag\":\"\",\n",
    "             \"workYearCode\":\"1\",\n",
    "             \"compId\":\"\",\n",
    "             \"compName\":\"\",\n",
    "             \"compTag\":\"\",\n",
    "             \"industry\":\"\",\n",
    "             \"salary\":\"\",\n",
    "             \"jobKind\":\"\",\n",
    "             \"compScale\":\"\",\n",
    "             \"compKind\":\"\",\n",
    "             \"compStage\":\"\",\n",
    "             \"eduLevel\":\"\",\n",
    "             \"otherCity\":\"\"\n",
    "         },\n",
    "          \n",
    "          \"passThroughForm\":{\n",
    "              \"ckId\":\"bg4pl9k3g1qhttloc1v8s95brwpeycra\",\n",
    "              \"scene\":\"condition\",\n",
    "              \"skId\":\"78k5pegjoj3vljwocq8xfe8ueoamodg9\",\n",
    "              \"fkId\":\"78k5pegjoj3vljwocq8xfe8ueoamodg9\",\n",
    "              \"sfrom\":\"search_job_pc\"\n",
    "          }\n",
    "         }\n",
    "}\n",
    "\n",
    "# 伪装浏览器普通用户访问、给一个header\n",
    "headers = { \n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "\n",
    "}\n",
    "\n",
    "#将payload字典数据转为json数据\n",
    "session = HTMLSession()\n",
    "r = session.post(url,data=json.dumps(payload),headers=headers)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "43dd93b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "f71e039c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "f2bafa3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "产品经理_应届_广州 = r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "22d81f93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>...</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"fadfc2ceb1f0029d4ad85438c465a917\",\"im...</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>日化</td>\n",
       "      <td>873330</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>[to C, 电子商务, 消费品]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>fadfc2ceb1f0029d4ad85438c465a917</td>\n",
       "      <td>2</td>\n",
       "      <td>f7de5de3cbf7fd89b9bfda7f445931e2</td>\n",
       "      <td>冯先生</td>\n",
       "      <td>Recruiter</td>\n",
       "      <td>False</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"6ab9ed693b6c1c9ef72c2cb241b5d2db\",\"im...</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>13103111</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>[]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>大专</td>\n",
       "      <td>6ab9ed693b6c1c9ef72c2cb241b5d2db</td>\n",
       "      <td>2</td>\n",
       "      <td>5f7637977411b86467332ec93bce4deb</td>\n",
       "      <td>巢女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"c819e8883726ef7e8f669bb17ec3d8eb\",\"im...</td>\n",
       "      <td>嘉为科技</td>\n",
       "      <td>63b4d9f0a0380858a9711da306u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>8635284</td>\n",
       "      <td>https://www.liepin.com/company/8635284/</td>\n",
       "      <td>[to B]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>c819e8883726ef7e8f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>5101bdeab7487e5c1d0a1fdec36fba93</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"c819e8883726ef7e8f669bb17ec3d8eb\",\"im...</td>\n",
       "      <td>嘉为科技</td>\n",
       "      <td>63b4d9f0a0380858a9711da306u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>8635284</td>\n",
       "      <td>https://www.liepin.com/company/8635284/</td>\n",
       "      <td>[to B]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>硕士</td>\n",
       "      <td>c819e8883726ef7e8f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>5101bdeab7487e5c1d0a1fdec36fba93</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"dfd87038bcffad82351ff05530f680dd\",\"im...</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>9874217</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>dfd87038bcffad82351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>7ca01ec408ef1d30ae8e48b4e676e58b</td>\n",
       "      <td>纪女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"a52981d937e43ae4351ff05530f680dd\",\"im...</td>\n",
       "      <td>合创汽车</td>\n",
       "      <td>5d00cd29501544662c97ebe001u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>9550328</td>\n",
       "      <td>https://www.liepin.com/company/9550328/</td>\n",
       "      <td>[]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>a52981d937e43ae4351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>4c1479d6012e7b86caa970d322aac25f</td>\n",
       "      <td>覃女士</td>\n",
       "      <td>信息化总监</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"f07475d7118ceba61b4fb320fc878e26\",\"im...</td>\n",
       "      <td>广州视臻信息科技有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>9838667</td>\n",
       "      <td>https://www.liepin.com/company/9838667/</td>\n",
       "      <td>[]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>f07475d7118ceba61b4fb320fc878e26</td>\n",
       "      <td>2</td>\n",
       "      <td>e2c8dc64bf6351839e99cda7b2bf580a</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>产品助理</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"84d19e79d4adc2a504612e645251413c\",\"im...</td>\n",
       "      <td>广州视界行旅行社有限公司</td>\n",
       "      <td>603470aab9834220c1e1405904u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>12569735</td>\n",
       "      <td>https://www.liepin.com/company/12569735/</td>\n",
       "      <td>[BD，业务，采购，, 酒店/旅行社合作]</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>84d19e79d4adc2a504612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>b4e202c249d928a12ab21b867543c76b</td>\n",
       "      <td>李先生</td>\n",
       "      <td>运营总监</td>\n",
       "      <td>False</td>\n",
       "      <td>603486248f5866739fffda8207u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"d0ae3dde372a86174383db9bf147ecbd\",\"im...</td>\n",
       "      <td>嘉联支付有限公司广州分公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>12691289</td>\n",
       "      <td>https://www.liepin.com/company/12691289/</td>\n",
       "      <td>[支付产品, 支付行业, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d0ae3dde372a86174383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>913622d8dc81eb0e78ae6c25a4ad1833</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"b7b0d28a0fa67da1f4067025f1d6ce6f\",\"im...</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>9874217</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>b7b0d28a0fa67da1f4067025f1d6ce6f</td>\n",
       "      <td>2</td>\n",
       "      <td>b7b40e6c60ce3f83edfb03140d359c64</td>\n",
       "      <td>谢先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"cde70153db2be71b46fdeacabc467e13\",\"im...</td>\n",
       "      <td>琶洲实验室(黄埔)</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>政府/公共事业</td>\n",
       "      <td>13271473</td>\n",
       "      <td>https://www.liepin.com/company/13271473/</td>\n",
       "      <td>[AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>cde70153db2be71b46fdeacabc467e13</td>\n",
       "      <td>2</td>\n",
       "      <td>bff8ec01d90be3ea5ed16923a471d079</td>\n",
       "      <td>陈先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"a1326b4aa031c190160bef405ccde8ba\",\"im...</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>9874217</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>a1326b4aa031c190160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>9d9295f7a1f638c6236e426b5716e306</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"ae4d6cfa4ade940c9b424d05e277c733\",\"im...</td>\n",
       "      <td>广电运通金融电子</td>\n",
       "      <td>6242b195ca47ff43908033f907u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>8547388</td>\n",
       "      <td>https://www.liepin.com/company/8547388/</td>\n",
       "      <td>[产品设计, 需求分析, 产品规划, 交互设计]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>ae4d6cfa4ade940c9b424d05e277c733</td>\n",
       "      <td>2</td>\n",
       "      <td>d240723b0e912c8397fdbbeae47fcb1b</td>\n",
       "      <td>屈女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"f9d0def780266d5418a804205eca07ce\",\"im...</td>\n",
       "      <td>上海樊戈网络科技中心</td>\n",
       "      <td>619e50261bd4fb704e69060c01u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>13208193</td>\n",
       "      <td>https://www.liepin.com/company/13208193/</td>\n",
       "      <td>[需求分析, 产品设计, Axure, 售前产品]</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>f9d0def780266d5418a804205eca07ce</td>\n",
       "      <td>2</td>\n",
       "      <td>a5d05993b050ad56f68528d02718593c</td>\n",
       "      <td>龚女士</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>False</td>\n",
       "      <td>627604679b71fd2f760f43b307u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"0c36a1c214fef01084fd6902234556e6\",\"im...</td>\n",
       "      <td>超境汽车</td>\n",
       "      <td>634e43cd5f9dbd49324c45d307u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>13304915</td>\n",
       "      <td>https://www.liepin.com/company/13304915/</td>\n",
       "      <td>[产品研发, 售后精品, 汽车周边, 产品管理]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>0c36a1c214fef01084fd6902234556e6</td>\n",
       "      <td>2</td>\n",
       "      <td>2d5b7f3f9079eb1510d3dc2c58900bee</td>\n",
       "      <td>齐先生</td>\n",
       "      <td>产品部负责人</td>\n",
       "      <td>False</td>\n",
       "      <td>640aef4747903463b532bd2c01u.png</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"1f47205dfe869e16ee7b65a82243fe9b\",\"im...</td>\n",
       "      <td>三和创赢资产管理(深圳)有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>12322507</td>\n",
       "      <td>https://www.liepin.com/company/12322507/</td>\n",
       "      <td>[]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>1f47205dfe869e16ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>9ba47e9cb781604871dc722f3e2cde0f</td>\n",
       "      <td>范先生</td>\n",
       "      <td>人力资源总监</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"e2fcfbd34022bdbe8d0518f0e699d577\",\"im...</td>\n",
       "      <td>广州喜玩国际旅行社有限公司</td>\n",
       "      <td>60f0ea83310b5804943562da04u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>旅游</td>\n",
       "      <td>12832725</td>\n",
       "      <td>https://www.liepin.com/company/12832725/</td>\n",
       "      <td>[酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>大专</td>\n",
       "      <td>e2fcfbd34022bdbe8d0518f0e699d577</td>\n",
       "      <td>2</td>\n",
       "      <td>ac53287cf887cb447b2552f18be0733a</td>\n",
       "      <td>杨女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"d923c64c949977aa4a7a04e7d95591ea\",\"im...</td>\n",
       "      <td>上药国风</td>\n",
       "      <td>5bfe92c074719d9f609a7b5803a.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>制药</td>\n",
       "      <td>8586248</td>\n",
       "      <td>https://www.liepin.com/company/8586248/</td>\n",
       "      <td>[有药品推广经验]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>d923c64c949977aa4a7a04e7d95591ea</td>\n",
       "      <td>2</td>\n",
       "      <td>d2ac9a8cac5bbad3e8c85cbad3b5eaf1</td>\n",
       "      <td>冯先生</td>\n",
       "      <td>南方分公司总经理</td>\n",
       "      <td>False</td>\n",
       "      <td>60fa5ce8df272149fdbf40d404u.png</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"f8bf248bb5cd4ab8882b84a174d57208\",\"im...</td>\n",
       "      <td>深圳市新产业生物医学工程股份有限公司</td>\n",
       "      <td>5c666954261c45f22d52ea6306u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>9848125</td>\n",
       "      <td>https://www.liepin.com/company/9848125/</td>\n",
       "      <td>[市场调研]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>硕士</td>\n",
       "      <td>f8bf248bb5cd4ab8882b84a174d57208</td>\n",
       "      <td>2</td>\n",
       "      <td>8a61e0b7e42060b225a8a83c0cbc4e49</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"c8360f4548e3ad196c5c4f00792ec441\",\"im...</td>\n",
       "      <td>广东货多多物流科技股份有限公司</td>\n",
       "      <td>61a300391bd4fb704ed9330d05u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>13222749</td>\n",
       "      <td>https://www.liepin.com/company/13222749/</td>\n",
       "      <td>[直播, 数据分析]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>c8360f4548e3ad196c5c4f00792ec441</td>\n",
       "      <td>2</td>\n",
       "      <td>aad3d8eccb18b5d98f883f916cd83b3b</td>\n",
       "      <td>庞先生</td>\n",
       "      <td>招聘顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"1f47205dfe869e16ee7b65a82243fe9b\",\"im...</td>\n",
       "      <td>三和创赢资产管理(深圳)有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>12322507</td>\n",
       "      <td>https://www.liepin.com/company/12322507/</td>\n",
       "      <td>[]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>1f47205dfe869e16ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>9ba47e9cb781604871dc722f3e2cde0f</td>\n",
       "      <td>范先生</td>\n",
       "      <td>人力资源总监</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"d84cb81ad76214c4c5715bb95c1c6de6\",\"im...</td>\n",
       "      <td>广发证券股份有限公司广州农林下路证券营业部</td>\n",
       "      <td>6244e71f327ecf47c93d38e307u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>13453209</td>\n",
       "      <td>https://www.liepin.com/company/13453209/</td>\n",
       "      <td>[金融产品经理, 五险一金, 定期体检, 带薪年假, 专业培训, 绩效奖金]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>d84cb81ad76214c4c5715bb95c1c6de6</td>\n",
       "      <td>2</td>\n",
       "      <td>15e0f493a55c14bb6f3493ae47691f5b</td>\n",
       "      <td>余女士</td>\n",
       "      <td>营销总监</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"1fb3e61f8926f499f4067025f1d6ce6f\",\"im...</td>\n",
       "      <td>予果生物</td>\n",
       "      <td>5f5efd659d37de58797398ed01u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>10157239</td>\n",
       "      <td>https://www.liepin.com/company/10157239/</td>\n",
       "      <td>[]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>硕士</td>\n",
       "      <td>1fb3e61f8926f499f4067025f1d6ce6f</td>\n",
       "      <td>2</td>\n",
       "      <td>6a7083e1f3e2922d3b5fb2b9a2385c0d</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"f4bc28e61040dab1c93dddf05a795d5c\",\"im...</td>\n",
       "      <td>壹帮贷</td>\n",
       "      <td>62356300eb1f3f771fc8d74905u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>其他金融</td>\n",
       "      <td>9979087</td>\n",
       "      <td>https://www.liepin.com/company/9979087/</td>\n",
       "      <td>[产品]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>大专</td>\n",
       "      <td>f4bc28e61040dab1c93dddf05a795d5c</td>\n",
       "      <td>2</td>\n",
       "      <td>93f83bf9782514f16a294ddee29b6df1</td>\n",
       "      <td>颜女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>False</td>\n",
       "      <td>6353b3472543000378bf170d06u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"e2fcfbd34022bdbe8d0518f0e699d577\",\"im...</td>\n",
       "      <td>广州喜玩国际旅行社有限公司</td>\n",
       "      <td>60f0ea83310b5804943562da04u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>旅游</td>\n",
       "      <td>12832725</td>\n",
       "      <td>https://www.liepin.com/company/12832725/</td>\n",
       "      <td>[韩语]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>大专</td>\n",
       "      <td>e2fcfbd34022bdbe8d0518f0e699d577</td>\n",
       "      <td>2</td>\n",
       "      <td>ac53287cf887cb447b2552f18be0733a</td>\n",
       "      <td>杨女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"3243574f293a8d900e33f8ac54fbf39e\",\"im...</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>5d887b5528021708fa52b44403u.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网</td>\n",
       "      <td>7863078</td>\n",
       "      <td>https://www.liepin.com/company/7863078/</td>\n",
       "      <td>[电商, 产品, 供应链]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3243574f293a8d900e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>5b9ab7c2faadaf65ab11eb16ab3fb853</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"92e4013889b441b5fdb07c5a03f49b8b\",\"im...</td>\n",
       "      <td>大参林集团</td>\n",
       "      <td>5bfea50674719d2aa34cd5f403a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>制药</td>\n",
       "      <td>1620248</td>\n",
       "      <td>https://www.liepin.com/company/1620248/</td>\n",
       "      <td>[平台产品, 产品规划, 产品设计, Axure, 需求挖掘, 后台产品, 医疗行业, to...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>92e4013889b441b5fdb07c5a03f49b8b</td>\n",
       "      <td>2</td>\n",
       "      <td>4e366650a4524c9c02563d153d186cb7</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>总监</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"1f3f288eab588bce947e89eb780464e7\",\"im...</td>\n",
       "      <td>希沃</td>\n",
       "      <td>5948f6cf70320c7ee1a312fc04a.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>互联网</td>\n",
       "      <td>8955108</td>\n",
       "      <td>https://www.liepin.com/company/8955108/</td>\n",
       "      <td>[高教 硬件 产品]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>1f3f288eab588bce947e89eb780464e7</td>\n",
       "      <td>2</td>\n",
       "      <td>035019597e87d5ef086c23f9697d1904</td>\n",
       "      <td>周先生</td>\n",
       "      <td>总监</td>\n",
       "      <td>False</td>\n",
       "      <td>61b86c40e24e9163b57e2e6907u.png</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"8293df70a31e423293e1abff31d45a23\",\"im...</td>\n",
       "      <td>广州娇肤兰科技有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>13413369</td>\n",
       "      <td>https://www.liepin.com/company/13413369/</td>\n",
       "      <td>[定价/竞价产品, 海外产品, 策略产品, 化妆品, 市场调研, 产品规划, 用户研究, 竞...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>大专</td>\n",
       "      <td>8293df70a31e423293e1abff31d45a23</td>\n",
       "      <td>2</td>\n",
       "      <td>724911bf520dc40d8f99608c7d1ee0af</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>63e98cf04b15ad2cab01b29804u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"6067d2c624a88faaf0e943e3aa9ed4a9\",\"im...</td>\n",
       "      <td>深圳承启生物科技有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>8620614</td>\n",
       "      <td>https://www.liepin.com/company/8620614/</td>\n",
       "      <td>[高通量测序, 质谱, 组学]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>硕士</td>\n",
       "      <td>6067d2c624a88faaf0e943e3aa9ed4a9</td>\n",
       "      <td>2</td>\n",
       "      <td>b6316bedce83f31ea70e655910d89215</td>\n",
       "      <td>马女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"620a8f9c7cea1534b0b324cf6014f601\",\"im...</td>\n",
       "      <td>惠龙邦</td>\n",
       "      <td>62539bd454fa06672bd3111f05u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>13185809</td>\n",
       "      <td>https://www.liepin.com/company/13185809/</td>\n",
       "      <td>[金融产品, 风控产品, AI人工智能产品]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>620a8f9c7cea1534b0b324cf6014f601</td>\n",
       "      <td>2</td>\n",
       "      <td>2163b67679c30c9e978371017cab98df</td>\n",
       "      <td>曾先生</td>\n",
       "      <td>产品总监</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>天使轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"5a4978f53b05f0284383db9bf147ecbd\",\"im...</td>\n",
       "      <td>广州晨灏科技有限公司</td>\n",
       "      <td>5d09f63f9fae687d4394e9ef08u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>9368866</td>\n",
       "      <td>https://www.liepin.com/company/9368866/</td>\n",
       "      <td>[需求分析, 产品设计, 流程设计, 产品优化, 金融产品, 基金产品, 中台产品, 后台产...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5a4978f53b05f0284383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>016401daaa0cb71506c5ac9f0884a611</td>\n",
       "      <td>王女士</td>\n",
       "      <td>招聘负责人</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"56fd98006a03185c4eb3c85621fabd5f\",\"im...</td>\n",
       "      <td>武汉花弘私募基金管理有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>13252887</td>\n",
       "      <td>https://www.liepin.com/company/13252887/</td>\n",
       "      <td>[基金类, 互联网金融类, 股票类]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>大专</td>\n",
       "      <td>56fd98006a03185c4eb3c85621fabd5f</td>\n",
       "      <td>2</td>\n",
       "      <td>fbacd66b8dfcad85902603f9a39d9d15</td>\n",
       "      <td>任先生</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>False</td>\n",
       "      <td>636211157f270e6a8bfd345002u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"bae16f032a7686744d9e7338a5c7bfca\",\"im...</td>\n",
       "      <td>小鹏汽车</td>\n",
       "      <td>6196092ccebef22fcca2f36f01u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>8908817</td>\n",
       "      <td>https://www.liepin.com/company/8908817/</td>\n",
       "      <td>[]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>bae16f032a7686744d9e7338a5c7bfca</td>\n",
       "      <td>2</td>\n",
       "      <td>046651172d64e09f5d02a9af6547b82b</td>\n",
       "      <td>辛女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"2ffa8fb08c70eb0af7021d47b9950d0b\",\"im...</td>\n",
       "      <td>重庆新赛亚生物科技有限公司</td>\n",
       "      <td>5df710cecd52473b9406564e04u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>9630390</td>\n",
       "      <td>https://www.liepin.com/company/9630390/</td>\n",
       "      <td>[]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>2ffa8fb08c70eb0af7021d47b9950d0b</td>\n",
       "      <td>2</td>\n",
       "      <td>76fd9923d36f29acbba676ac01c0312a</td>\n",
       "      <td>娄先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"89fc4deb60552f583417a188cf69ded9\",\"im...</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>9874217</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>[]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>89fc4deb60552f583417a188cf69ded9</td>\n",
       "      <td>2</td>\n",
       "      <td>979e59e135a854bf967bde6368a9a19c</td>\n",
       "      <td>周先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"c36057184e0696cc4972a0b8938edc49\",\"im...</td>\n",
       "      <td>中望软件</td>\n",
       "      <td>608929f85e8a1c32e33be8c504u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1070270</td>\n",
       "      <td>https://www.liepin.com/company/1070270/</td>\n",
       "      <td>[计算机软件, 产品规划, 数据挖掘]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>c36057184e0696cc4972a0b8938edc49</td>\n",
       "      <td>2</td>\n",
       "      <td>2f49d3dfa934a160d47ac53f904b0a35</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>其他语种翻译</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>科创板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"02e35f2a08b9fc5c3fdfd48a60fa880f\",\"im...</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>9874217</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>02e35f2a08b9fc5c3fdfd48a60fa880f</td>\n",
       "      <td>2</td>\n",
       "      <td>669e5f90772d8c1feb368512b0f92d2f</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"ad1153524f4737fa4b595caf25f6eb7a\",\"im...</td>\n",
       "      <td>广州市雨锦高新科技有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>13328275</td>\n",
       "      <td>https://www.liepin.com/company/13328275/</td>\n",
       "      <td>[医院]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>ad1153524f4737fa4b595caf25f6eb7a</td>\n",
       "      <td>2</td>\n",
       "      <td>8d854a54839b5e4540bd293bbc773165</td>\n",
       "      <td>汪先生</td>\n",
       "      <td>服务员</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwp...</td>\n",
       "      <td>{\"imId\":\"cfb884197789c25a966d2c65245014c5\",\"im...</td>\n",
       "      <td>广金征信</td>\n",
       "      <td>61c1924e642c8c0bf718876205u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>12447389</td>\n",
       "      <td>https://www.liepin.com/company/12447389/</td>\n",
       "      <td>[国企, 13薪, 年终奖]</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>cfb884197789c25a966d2c65245014c5</td>\n",
       "      <td>2</td>\n",
       "      <td>d011cf1ea9220037dae4678703cb61f9</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>产品创新部副总经理（主持工作）</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 29 columns</p>\n",
       "</div>"
      ],
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       "                                           dataParams          comp.compName  \\\n",
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       "4   {\"imId\":\"dfd87038bcffad82351ff05530f680dd\",\"im...        广发证券股份有限公司广州分公司   \n",
       "5   {\"imId\":\"a52981d937e43ae4351ff05530f680dd\",\"im...                   合创汽车   \n",
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       "7   {\"imId\":\"84d19e79d4adc2a504612e645251413c\",\"im...           广州视界行旅行社有限公司   \n",
       "8   {\"imId\":\"d0ae3dde372a86174383db9bf147ecbd\",\"im...          嘉联支付有限公司广州分公司   \n",
       "9   {\"imId\":\"b7b0d28a0fa67da1f4067025f1d6ce6f\",\"im...        广发证券股份有限公司广州分公司   \n",
       "10  {\"imId\":\"cde70153db2be71b46fdeacabc467e13\",\"im...              琶洲实验室(黄埔)   \n",
       "11  {\"imId\":\"a1326b4aa031c190160bef405ccde8ba\",\"im...        广发证券股份有限公司广州分公司   \n",
       "12  {\"imId\":\"ae4d6cfa4ade940c9b424d05e277c733\",\"im...               广电运通金融电子   \n",
       "13  {\"imId\":\"f9d0def780266d5418a804205eca07ce\",\"im...             上海樊戈网络科技中心   \n",
       "14  {\"imId\":\"0c36a1c214fef01084fd6902234556e6\",\"im...                   超境汽车   \n",
       "15  {\"imId\":\"1f47205dfe869e16ee7b65a82243fe9b\",\"im...       三和创赢资产管理(深圳)有限公司   \n",
       "16  {\"imId\":\"e2fcfbd34022bdbe8d0518f0e699d577\",\"im...          广州喜玩国际旅行社有限公司   \n",
       "17  {\"imId\":\"d923c64c949977aa4a7a04e7d95591ea\",\"im...                   上药国风   \n",
       "18  {\"imId\":\"f8bf248bb5cd4ab8882b84a174d57208\",\"im...     深圳市新产业生物医学工程股份有限公司   \n",
       "19  {\"imId\":\"c8360f4548e3ad196c5c4f00792ec441\",\"im...        广东货多多物流科技股份有限公司   \n",
       "20  {\"imId\":\"1f47205dfe869e16ee7b65a82243fe9b\",\"im...       三和创赢资产管理(深圳)有限公司   \n",
       "21  {\"imId\":\"d84cb81ad76214c4c5715bb95c1c6de6\",\"im...  广发证券股份有限公司广州农林下路证券营业部   \n",
       "22  {\"imId\":\"1fb3e61f8926f499f4067025f1d6ce6f\",\"im...                   予果生物   \n",
       "23  {\"imId\":\"f4bc28e61040dab1c93dddf05a795d5c\",\"im...                    壹帮贷   \n",
       "24  {\"imId\":\"e2fcfbd34022bdbe8d0518f0e699d577\",\"im...          广州喜玩国际旅行社有限公司   \n",
       "25  {\"imId\":\"3243574f293a8d900e33f8ac54fbf39e\",\"im...                   字节跳动   \n",
       "26  {\"imId\":\"92e4013889b441b5fdb07c5a03f49b8b\",\"im...                  大参林集团   \n",
       "27  {\"imId\":\"1f3f288eab588bce947e89eb780464e7\",\"im...                     希沃   \n",
       "28  {\"imId\":\"8293df70a31e423293e1abff31d45a23\",\"im...            广州娇肤兰科技有限公司   \n",
       "29  {\"imId\":\"6067d2c624a88faaf0e943e3aa9ed4a9\",\"im...           深圳承启生物科技有限公司   \n",
       "30  {\"imId\":\"620a8f9c7cea1534b0b324cf6014f601\",\"im...                    惠龙邦   \n",
       "31  {\"imId\":\"5a4978f53b05f0284383db9bf147ecbd\",\"im...             广州晨灏科技有限公司   \n",
       "32  {\"imId\":\"56fd98006a03185c4eb3c85621fabd5f\",\"im...         武汉花弘私募基金管理有限公司   \n",
       "33  {\"imId\":\"bae16f032a7686744d9e7338a5c7bfca\",\"im...                   小鹏汽车   \n",
       "34  {\"imId\":\"2ffa8fb08c70eb0af7021d47b9950d0b\",\"im...          重庆新赛亚生物科技有限公司   \n",
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       "\n",
       "                      comp.compLogo comp.compScale comp.compIndustry  \\\n",
       "0   54d1e9c6712e7147fd813b3801a.png       10000人以上                日化   \n",
       "1   61b07937d0458d53c627567e02u.jpg     1000-2000人          食品/饮料/酒水   \n",
       "2   63b4d9f0a0380858a9711da306u.png       500-999人              IT服务   \n",
       "3   63b4d9f0a0380858a9711da306u.png       500-999人              IT服务   \n",
       "4   60ab7b474005a2070875f99702u.png     2000-5000人          基金/证券/期货   \n",
       "5   5d00cd29501544662c97ebe001u.jpg     1000-2000人              整车制造   \n",
       "6   61b07937d0458d53c627567e02u.jpg    5000-10000人             计算机软件   \n",
       "7   603470aab9834220c1e1405904u.jpg          1-49人             酒店/民宿   \n",
       "8   61b07937d0458d53c627567e02u.jpg         50-99人              科技金融   \n",
       "9   60ab7b474005a2070875f99702u.png     2000-5000人          基金/证券/期货   \n",
       "10  61b07937d0458d53c627567e02u.jpg       100-499人           政府/公共事业   \n",
       "11  60ab7b474005a2070875f99702u.png     2000-5000人          基金/证券/期货   \n",
       "12  6242b195ca47ff43908033f907u.png       10000人以上             计算机软件   \n",
       "13  619e50261bd4fb704e69060c01u.jpg         50-99人            专业技术服务   \n",
       "14  634e43cd5f9dbd49324c45d307u.png       100-499人              整车制造   \n",
       "15  61b07937d0458d53c627567e02u.jpg          1-49人          基金/证券/期货   \n",
       "16  60f0ea83310b5804943562da04u.png       100-499人                旅游   \n",
       "17  5bfe92c074719d9f609a7b5803a.png    5000-10000人                制药   \n",
       "18  5c666954261c45f22d52ea6306u.jpg     1000-2000人              医疗器械   \n",
       "19  61a300391bd4fb704ed9330d05u.jpg         50-99人            专业技术服务   \n",
       "20  61b07937d0458d53c627567e02u.jpg          1-49人          基金/证券/期货   \n",
       "21  6244e71f327ecf47c93d38e307u.jpg         50-99人          基金/证券/期货   \n",
       "22  5f5efd659d37de58797398ed01u.png       100-499人              生物技术   \n",
       "23  62356300eb1f3f771fc8d74905u.jpg         50-99人              其他金融   \n",
       "24  60f0ea83310b5804943562da04u.png       100-499人                旅游   \n",
       "25  5d887b5528021708fa52b44403u.jpg       10000人以上               互联网   \n",
       "26  5bfea50674719d2aa34cd5f403a.png       10000人以上                制药   \n",
       "27  5948f6cf70320c7ee1a312fc04a.jpg     2000-5000人               互联网   \n",
       "28  61b07937d0458d53c627567e02u.jpg         50-99人              电子商务   \n",
       "29  61b07937d0458d53c627567e02u.jpg          1-49人              生物技术   \n",
       "30  62539bd454fa06672bd3111f05u.jpg          1-49人              科技金融   \n",
       "31  5d09f63f9fae687d4394e9ef08u.jpg         50-99人              科技金融   \n",
       "32  61b07937d0458d53c627567e02u.jpg          1-49人          基金/证券/期货   \n",
       "33  6196092ccebef22fcca2f36f01u.png       10000人以上              整车制造   \n",
       "34  5df710cecd52473b9406564e04u.png       100-499人              医疗器械   \n",
       "35  60ab7b474005a2070875f99702u.png     2000-5000人          基金/证券/期货   \n",
       "36  608929f85e8a1c32e33be8c504u.png     1000-2000人             计算机软件   \n",
       "37  60ab7b474005a2070875f99702u.png     2000-5000人          基金/证券/期货   \n",
       "38  61b07937d0458d53c627567e02u.jpg         50-99人              医疗器械   \n",
       "39  61c1924e642c8c0bf718876205u.png         50-99人            专业技术服务   \n",
       "\n",
       "    comp.compId                                 comp.link  \\\n",
       "0        873330    https://www.liepin.com/company/873330/   \n",
       "1      13103111  https://www.liepin.com/company/13103111/   \n",
       "2       8635284   https://www.liepin.com/company/8635284/   \n",
       "3       8635284   https://www.liepin.com/company/8635284/   \n",
       "4       9874217   https://www.liepin.com/company/9874217/   \n",
       "5       9550328   https://www.liepin.com/company/9550328/   \n",
       "6       9838667   https://www.liepin.com/company/9838667/   \n",
       "7      12569735  https://www.liepin.com/company/12569735/   \n",
       "8      12691289  https://www.liepin.com/company/12691289/   \n",
       "9       9874217   https://www.liepin.com/company/9874217/   \n",
       "10     13271473  https://www.liepin.com/company/13271473/   \n",
       "11      9874217   https://www.liepin.com/company/9874217/   \n",
       "12      8547388   https://www.liepin.com/company/8547388/   \n",
       "13     13208193  https://www.liepin.com/company/13208193/   \n",
       "14     13304915  https://www.liepin.com/company/13304915/   \n",
       "15     12322507  https://www.liepin.com/company/12322507/   \n",
       "16     12832725  https://www.liepin.com/company/12832725/   \n",
       "17      8586248   https://www.liepin.com/company/8586248/   \n",
       "18      9848125   https://www.liepin.com/company/9848125/   \n",
       "19     13222749  https://www.liepin.com/company/13222749/   \n",
       "20     12322507  https://www.liepin.com/company/12322507/   \n",
       "21     13453209  https://www.liepin.com/company/13453209/   \n",
       "22     10157239  https://www.liepin.com/company/10157239/   \n",
       "23      9979087   https://www.liepin.com/company/9979087/   \n",
       "24     12832725  https://www.liepin.com/company/12832725/   \n",
       "25      7863078   https://www.liepin.com/company/7863078/   \n",
       "26      1620248   https://www.liepin.com/company/1620248/   \n",
       "27      8955108   https://www.liepin.com/company/8955108/   \n",
       "28     13413369  https://www.liepin.com/company/13413369/   \n",
       "29      8620614   https://www.liepin.com/company/8620614/   \n",
       "30     13185809  https://www.liepin.com/company/13185809/   \n",
       "31      9368866   https://www.liepin.com/company/9368866/   \n",
       "32     13252887  https://www.liepin.com/company/13252887/   \n",
       "33      8908817   https://www.liepin.com/company/8908817/   \n",
       "34      9630390   https://www.liepin.com/company/9630390/   \n",
       "35      9874217   https://www.liepin.com/company/9874217/   \n",
       "36      1070270   https://www.liepin.com/company/1070270/   \n",
       "37      9874217   https://www.liepin.com/company/9874217/   \n",
       "38     13328275  https://www.liepin.com/company/13328275/   \n",
       "39     12447389  https://www.liepin.com/company/12447389/   \n",
       "\n",
       "                                           job.labels job.requireWorkYears  \\\n",
       "0                                   [to C, 电子商务, 消费品]                 经验不限   \n",
       "1                                                  []                 经验不限   \n",
       "2                                              [to B]                 经验不限   \n",
       "3                                              [to B]                 经验不限   \n",
       "4                                              [金融产品]                 经验不限   \n",
       "5                                                  []                 经验不限   \n",
       "6                                                  []                 经验不限   \n",
       "7                               [BD，业务，采购，, 酒店/旅行社合作]                 一年以下   \n",
       "8                      [支付产品, 支付行业, 产品设计, 用户研究, 产品规划]                 经验不限   \n",
       "9                                              [金融产品]                 经验不限   \n",
       "10  [AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...                 经验不限   \n",
       "11                                             [金融产品]                 经验不限   \n",
       "12                           [产品设计, 需求分析, 产品规划, 交互设计]                 经验不限   \n",
       "13                          [需求分析, 产品设计, Axure, 售前产品]                 一年以下   \n",
       "14                           [产品研发, 售后精品, 汽车周边, 产品管理]                 经验不限   \n",
       "15                                                 []                 经验不限   \n",
       "16                         [酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]                 经验不限   \n",
       "17                                          [有药品推广经验]                 经验不限   \n",
       "18                                             [市场调研]                 经验不限   \n",
       "19                                         [直播, 数据分析]                 经验不限   \n",
       "20                                                 []                 经验不限   \n",
       "21             [金融产品经理, 五险一金, 定期体检, 带薪年假, 专业培训, 绩效奖金]                 经验不限   \n",
       "22                                                 []                 经验不限   \n",
       "23                                               [产品]                 经验不限   \n",
       "24                                               [韩语]                 经验不限   \n",
       "25                                      [电商, 产品, 供应链]                 经验不限   \n",
       "26  [平台产品, 产品规划, 产品设计, Axure, 需求挖掘, 后台产品, 医疗行业, to...                 经验不限   \n",
       "27                                         [高教 硬件 产品]                 经验不限   \n",
       "28  [定价/竞价产品, 海外产品, 策略产品, 化妆品, 市场调研, 产品规划, 用户研究, 竞...                 经验不限   \n",
       "29                                    [高通量测序, 质谱, 组学]                 经验不限   \n",
       "30                             [金融产品, 风控产品, AI人工智能产品]                 经验不限   \n",
       "31  [需求分析, 产品设计, 流程设计, 产品优化, 金融产品, 基金产品, 中台产品, 后台产...                 经验不限   \n",
       "32                                 [基金类, 互联网金融类, 股票类]                 经验不限   \n",
       "33                                                 []                 经验不限   \n",
       "34                                                 []                 经验不限   \n",
       "35                                                 []                 经验不限   \n",
       "36                                [计算机软件, 产品规划, 数据挖掘]                 经验不限   \n",
       "37                                             [金融产品]                 经验不限   \n",
       "38                                               [医院]                 经验不限   \n",
       "39                                     [国企, 13薪, 年终奖]                 经验不限   \n",
       "\n",
       "    ... job.advViewFlag job.requireEduLevel                    recruiter.imId  \\\n",
       "0   ...           False                统招本科  fadfc2ceb1f0029d4ad85438c465a917   \n",
       "1   ...           False                  大专  6ab9ed693b6c1c9ef72c2cb241b5d2db   \n",
       "2   ...           False                统招本科  c819e8883726ef7e8f669bb17ec3d8eb   \n",
       "3   ...           False                  硕士  c819e8883726ef7e8f669bb17ec3d8eb   \n",
       "4   ...           False                统招本科  dfd87038bcffad82351ff05530f680dd   \n",
       "5   ...           False                  本科  a52981d937e43ae4351ff05530f680dd   \n",
       "6   ...           False                  本科  f07475d7118ceba61b4fb320fc878e26   \n",
       "7   ...           False               中专/中技  84d19e79d4adc2a504612e645251413c   \n",
       "8   ...           False                统招本科  d0ae3dde372a86174383db9bf147ecbd   \n",
       "9   ...           False                统招本科  b7b0d28a0fa67da1f4067025f1d6ce6f   \n",
       "10  ...           False                  本科  cde70153db2be71b46fdeacabc467e13   \n",
       "11  ...           False                  本科  a1326b4aa031c190160bef405ccde8ba   \n",
       "12  ...           False                学历不限  ae4d6cfa4ade940c9b424d05e277c733   \n",
       "13  ...           False                  本科  f9d0def780266d5418a804205eca07ce   \n",
       "14  ...           False                  本科  0c36a1c214fef01084fd6902234556e6   \n",
       "15  ...           False                  本科  1f47205dfe869e16ee7b65a82243fe9b   \n",
       "16  ...           False                  大专  e2fcfbd34022bdbe8d0518f0e699d577   \n",
       "17  ...           False                  本科  d923c64c949977aa4a7a04e7d95591ea   \n",
       "18  ...           False                  硕士  f8bf248bb5cd4ab8882b84a174d57208   \n",
       "19  ...           False                  本科  c8360f4548e3ad196c5c4f00792ec441   \n",
       "20  ...           False                  本科  1f47205dfe869e16ee7b65a82243fe9b   \n",
       "21  ...           False                  本科  d84cb81ad76214c4c5715bb95c1c6de6   \n",
       "22  ...           False                  硕士  1fb3e61f8926f499f4067025f1d6ce6f   \n",
       "23  ...           False                  大专  f4bc28e61040dab1c93dddf05a795d5c   \n",
       "24  ...           False                  大专  e2fcfbd34022bdbe8d0518f0e699d577   \n",
       "25  ...           False                统招本科  3243574f293a8d900e33f8ac54fbf39e   \n",
       "26  ...           False                  本科  92e4013889b441b5fdb07c5a03f49b8b   \n",
       "27  ...           False                  本科  1f3f288eab588bce947e89eb780464e7   \n",
       "28  ...           False                  大专  8293df70a31e423293e1abff31d45a23   \n",
       "29  ...           False                  硕士  6067d2c624a88faaf0e943e3aa9ed4a9   \n",
       "30  ...           False                  本科  620a8f9c7cea1534b0b324cf6014f601   \n",
       "31  ...           False                统招本科  5a4978f53b05f0284383db9bf147ecbd   \n",
       "32  ...           False                  大专  56fd98006a03185c4eb3c85621fabd5f   \n",
       "33  ...           False                  本科  bae16f032a7686744d9e7338a5c7bfca   \n",
       "34  ...           False                统招本科  2ffa8fb08c70eb0af7021d47b9950d0b   \n",
       "35  ...           False                  本科  89fc4deb60552f583417a188cf69ded9   \n",
       "36  ...           False                统招本科  c36057184e0696cc4972a0b8938edc49   \n",
       "37  ...           False                统招本科  02e35f2a08b9fc5c3fdfd48a60fa880f   \n",
       "38  ...           False                  本科  ad1153524f4737fa4b595caf25f6eb7a   \n",
       "39  ...           False                  本科  cfb884197789c25a966d2c65245014c5   \n",
       "\n",
       "    recruiter.imUserType             recruiter.recruiterId  \\\n",
       "0                      2  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       "1                      2  5f7637977411b86467332ec93bce4deb   \n",
       "2                      2  5101bdeab7487e5c1d0a1fdec36fba93   \n",
       "3                      2  5101bdeab7487e5c1d0a1fdec36fba93   \n",
       "4                      2  7ca01ec408ef1d30ae8e48b4e676e58b   \n",
       "5                      2  4c1479d6012e7b86caa970d322aac25f   \n",
       "6                      2  e2c8dc64bf6351839e99cda7b2bf580a   \n",
       "7                      2  b4e202c249d928a12ab21b867543c76b   \n",
       "8                      2  913622d8dc81eb0e78ae6c25a4ad1833   \n",
       "9                      2  b7b40e6c60ce3f83edfb03140d359c64   \n",
       "10                     2  bff8ec01d90be3ea5ed16923a471d079   \n",
       "11                     2  9d9295f7a1f638c6236e426b5716e306   \n",
       "12                     2  d240723b0e912c8397fdbbeae47fcb1b   \n",
       "13                     2  a5d05993b050ad56f68528d02718593c   \n",
       "14                     2  2d5b7f3f9079eb1510d3dc2c58900bee   \n",
       "15                     2  9ba47e9cb781604871dc722f3e2cde0f   \n",
       "16                     2  ac53287cf887cb447b2552f18be0733a   \n",
       "17                     2  d2ac9a8cac5bbad3e8c85cbad3b5eaf1   \n",
       "18                     2  8a61e0b7e42060b225a8a83c0cbc4e49   \n",
       "19                     2  aad3d8eccb18b5d98f883f916cd83b3b   \n",
       "20                     2  9ba47e9cb781604871dc722f3e2cde0f   \n",
       "21                     2  15e0f493a55c14bb6f3493ae47691f5b   \n",
       "22                     2  6a7083e1f3e2922d3b5fb2b9a2385c0d   \n",
       "23                     2  93f83bf9782514f16a294ddee29b6df1   \n",
       "24                     2  ac53287cf887cb447b2552f18be0733a   \n",
       "25                     2  5b9ab7c2faadaf65ab11eb16ab3fb853   \n",
       "26                     2  4e366650a4524c9c02563d153d186cb7   \n",
       "27                     2  035019597e87d5ef086c23f9697d1904   \n",
       "28                     2  724911bf520dc40d8f99608c7d1ee0af   \n",
       "29                     2  b6316bedce83f31ea70e655910d89215   \n",
       "30                     2  2163b67679c30c9e978371017cab98df   \n",
       "31                     2  016401daaa0cb71506c5ac9f0884a611   \n",
       "32                     2  fbacd66b8dfcad85902603f9a39d9d15   \n",
       "33                     2  046651172d64e09f5d02a9af6547b82b   \n",
       "34                     2  76fd9923d36f29acbba676ac01c0312a   \n",
       "35                     2  979e59e135a854bf967bde6368a9a19c   \n",
       "36                     2  2f49d3dfa934a160d47ac53f904b0a35   \n",
       "37                     2  669e5f90772d8c1feb368512b0f92d2f   \n",
       "38                     2  8d854a54839b5e4540bd293bbc773165   \n",
       "39                     2  d011cf1ea9220037dae4678703cb61f9   \n",
       "\n",
       "   recruiter.recruiterName recruiter.recruiterTitle recruiter.chatted  \\\n",
       "0                      冯先生                Recruiter             False   \n",
       "1                      巢女士                       HR             False   \n",
       "2                      黎先生                       HR             False   \n",
       "3                      黎先生                       HR             False   \n",
       "4                      纪女士                                      False   \n",
       "5                      覃女士                    信息化总监             False   \n",
       "6                      黄先生                     产品助理             False   \n",
       "7                      李先生                     运营总监             False   \n",
       "8                      陈女士                       HR             False   \n",
       "9                      谢先生                                      False   \n",
       "10                     陈先生                                      False   \n",
       "11                     李女士                                      False   \n",
       "12                     屈女士                   人力资源专员             False   \n",
       "13                     龚女士                  招聘经理/主管             False   \n",
       "14                     齐先生                   产品部负责人             False   \n",
       "15                     范先生                   人力资源总监             False   \n",
       "16                     杨女士                                      False   \n",
       "17                     冯先生                 南方分公司总经理             False   \n",
       "18                     杨女士                     招聘专员             False   \n",
       "19                     庞先生                     招聘顾问             False   \n",
       "20                     范先生                   人力资源总监             False   \n",
       "21                     余女士                     营销总监             False   \n",
       "22                     王女士             人力资源伙伴(HRBP)             False   \n",
       "23                     颜女士                       人事             False   \n",
       "24                     杨女士                                      False   \n",
       "25                     黄女士                  招聘经理/主管             False   \n",
       "26                     黄女士                       总监             False   \n",
       "27                     周先生                       总监             False   \n",
       "28                     胡先生                     猎头顾问             False   \n",
       "29                     马女士                       HR             False   \n",
       "30                     曾先生                     产品总监             False   \n",
       "31                     王女士                    招聘负责人             False   \n",
       "32                     任先生                     人事经理             False   \n",
       "33                     辛女士                     HRBP             False   \n",
       "34                     娄先生                     HRBP             False   \n",
       "35                     周先生                                      False   \n",
       "36                     陈先生                   其他语种翻译             False   \n",
       "37                     李女士                                      False   \n",
       "38                     汪先生                      服务员             False   \n",
       "39                     胡先生          产品创新部副总经理（主持工作）             False   \n",
       "\n",
       "           recruiter.recruiterPhoto  comp.compStage  \n",
       "0   63a9534728c57209b0f4aa0505u.png             NaN  \n",
       "1   5f8f9866dfb13a7dee342f1808u.jpg             NaN  \n",
       "2   5f8f986bdfb13a7dee342f2108u.jpg              B轮  \n",
       "3   5f8f986bdfb13a7dee342f2108u.jpg              B轮  \n",
       "4   5f8f9866dfb13a7dee342f1808u.jpg            港股上市  \n",
       "5   5f8f9866dfb13a7dee342f1808u.jpg             NaN  \n",
       "6   5f8f986bdfb13a7dee342f2108u.jpg            战略投资  \n",
       "7   603486248f5866739fffda8207u.png           融资未公开  \n",
       "8   5f8f986779c7cc70efbf36c008u.jpg             NaN  \n",
       "9   5f8f986c79c7cc70efbf36c808u.jpg            港股上市  \n",
       "10  5f8f98698dbe6273dcf8516008u.jpg             NaN  \n",
       "11  5f8f9865ea60860b75384fa508u.jpg            港股上市  \n",
       "12  5f8f9866dfb13a7dee342f1808u.jpg          沪深A股上市  \n",
       "13  627604679b71fd2f760f43b307u.png             NaN  \n",
       "14  640aef4747903463b532bd2c01u.png              B轮  \n",
       "15  5f8f986aea60860b75384fab08u.jpg             NaN  \n",
       "16  5f8f9863f6d1ab58476f246a08u.jpg             NaN  \n",
       "17  60fa5ce8df272149fdbf40d404u.png            战略投资  \n",
       "18  5f8f9865ea60860b75384fa508u.jpg          沪深A股上市  \n",
       "19  5f8f98698dbe6273dcf8516008u.jpg             NaN  \n",
       "20  5f8f986aea60860b75384fab08u.jpg             NaN  \n",
       "21  5f8f9865ea60860b75384fa508u.jpg           融资未公开  \n",
       "22  5f8f986779c7cc70efbf36c008u.jpg              A轮  \n",
       "23  6353b3472543000378bf170d06u.png           融资未公开  \n",
       "24  5f8f9863f6d1ab58476f246a08u.jpg             NaN  \n",
       "25  5f8f9865ea60860b75384fa508u.jpg              其他  \n",
       "26  5f8f9863f6d1ab58476f246a08u.jpg          沪深A股上市  \n",
       "27  61b86c40e24e9163b57e2e6907u.png            战略投资  \n",
       "28  63e98cf04b15ad2cab01b29804u.png             NaN  \n",
       "29  5f8f98648dbe6273dcf8515508u.jpg              B轮  \n",
       "30  5f8f98698dbe6273dcf8516008u.jpg             天使轮  \n",
       "31  5f8f986779c7cc70efbf36c008u.jpg              其他  \n",
       "32  636211157f270e6a8bfd345002u.png             NaN  \n",
       "33  5f8f9863f6d1ab58476f246a08u.jpg            美股上市  \n",
       "34  5f8f98698dbe6273dcf8516008u.jpg             NaN  \n",
       "35  5f8f9868f6d1ab58476f24a008u.jpg            港股上市  \n",
       "36  5f8f986aea60860b75384fab08u.jpg           科创板上市  \n",
       "37  5f8f9865ea60860b75384fa508u.jpg            港股上市  \n",
       "38  5f8f986aea60860b75384fab08u.jpg             NaN  \n",
       "39  5f8f9868f6d1ab58476f24a008u.jpg             NaN  \n",
       "\n",
       "[40 rows x 29 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(产品经理_应届_广州['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "580a8f7e",
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "> 总结:\n",
    "> 1.一般情况上数据变化频繁——常为动态加载\n",
    "> 2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "680a6afb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwpeycra%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%2278k5pegjoj3vljwocq8xfe8ueoamodg9%22%2C%22fkId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwpeycra%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2257001973%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'comp': {'compName': '广州宝洁有限公司',\n",
       "      'compLogo': '54d1e9c6712e7147fd813b3801a.png',\n",
       "      'compScale': '10000人以上',\n",
       "      'compIndustry': '日化',\n",
       "      'compId': 873330,\n",
       "      'link': 'https://www.liepin.com/company/873330/'},\n",
       "     'job': {'labels': ['to C', '电子商务', '消费品'],\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'salary': '20-40k·14薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'title': 'eWMS产品经理',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230329163039',\n",
       "      'jobId': '57001973',\n",
       "      'link': 'https://www.liepin.com/job/1957001973.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=78k5pegjoj3vljwocq8xfe8ueoamodg9&fkId=bg4pl9k3g1qhttloc1v8s95brwpeycra&ckId=bg4pl9k3g1qhttloc1v8s95brwpeycra&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'imId': 'fadfc2ceb1f0029d4ad85438c465a917',\n",
       "      'imUserType': '2',\n",
       "      'recruiterId': 'f7de5de3cbf7fd89b9bfda7f445931e2',\n",
       "      'recruiterName': '冯先生',\n",
       "      'recruiterTitle': 'Recruiter',\n",
       "      'chatted': False,\n",
       "      'recruiterPhoto': '63a9534728c57209b0f4aa0505u.png'},\n",
       "     'dataParams': '{\"imId\":\"fadfc2ceb1f0029d4ad85438c465a917\",\"imUserType\":\"2\",\"recruiterName\":\"冯先生\",\"jobKind\":\"2\",\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"jobId\":\"57001973\",\"recruiterPhoto\":\"63a9534728c57209b0f4aa0505u.png\"}'},\n",
       "    {'dataInfo': '%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwpeycra%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%2278k5pegjoj3vljwocq8xfe8ueoamodg9%22%2C%22fkId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwpeycra%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2257448565%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'comp': {'compName': '广州奥昆食品有限公司',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compScale': '1000-2000人',\n",
       "      'compIndustry': '食品/饮料/酒水',\n",
       "      'compId': 13103111,\n",
       "      'link': 'https://www.liepin.com/company/13103111/'},\n",
       "     'job': {'labels': [],\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'salary': '9-20k',\n",
       "      'dq': '广州-南沙区',\n",
       "      'title': '产品经理（高级产品经理&资深产品经理）',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230331105047',\n",
       "      'jobId': '57448565',\n",
       "      'link': 'https://www.liepin.com/job/1957448565.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=78k5pegjoj3vljwocq8xfe8ueoamodg9&fkId=bg4pl9k3g1qhttloc1v8s95brwpeycra&ckId=bg4pl9k3g1qhttloc1v8s95brwpeycra&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'imId': '6ab9ed693b6c1c9ef72c2cb241b5d2db',\n",
       "      'imUserType': '2',\n",
       "      'recruiterId': '5f7637977411b86467332ec93bce4deb',\n",
       "      'recruiterName': '巢女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'chatted': False,\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
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       "      'chatted': False,\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'},\n",
       "     'dataParams': '{\"imId\":\"c36057184e0696cc4972a0b8938edc49\",\"imUserType\":\"2\",\"recruiterName\":\"陈先生\",\"jobKind\":\"2\",\"userId\":\"2f49d3dfa934a160d47ac53f904b0a35\",\"jobId\":\"54696141\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwpeycra%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%2278k5pegjoj3vljwocq8xfe8ueoamodg9%22%2C%22fkId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwpeycra%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2253924103%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'comp': {'compName': '广发证券股份有限公司广州分公司',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '60ab7b474005a2070875f99702u.png',\n",
       "      'compScale': '2000-5000人',\n",
       "      'compIndustry': '基金/证券/期货',\n",
       "      'compId': 9874217,\n",
       "      'link': 'https://www.liepin.com/company/9874217/'},\n",
       "     'job': {'labels': ['金融产品'],\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'salary': '5-10k',\n",
       "      'dq': '广州-天河区',\n",
       "      'title': '金融产品经理',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20221201153246',\n",
       "      'jobId': '53924103',\n",
       "      'link': 'https://www.liepin.com/job/1953924103.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=78k5pegjoj3vljwocq8xfe8ueoamodg9&fkId=bg4pl9k3g1qhttloc1v8s95brwpeycra&ckId=bg4pl9k3g1qhttloc1v8s95brwpeycra&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'imId': '02e35f2a08b9fc5c3fdfd48a60fa880f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterId': '669e5f90772d8c1feb368512b0f92d2f',\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': '',\n",
       "      'chatted': False,\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataParams': '{\"imId\":\"02e35f2a08b9fc5c3fdfd48a60fa880f\",\"imUserType\":\"2\",\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"userId\":\"669e5f90772d8c1feb368512b0f92d2f\",\"jobId\":\"53924103\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwpeycra%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%2278k5pegjoj3vljwocq8xfe8ueoamodg9%22%2C%22fkId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwpeycra%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2254917713%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'comp': {'compName': '广州市雨锦高新科技有限公司',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '医疗器械',\n",
       "      'compId': 13328275,\n",
       "      'link': 'https://www.liepin.com/company/13328275/'},\n",
       "     'job': {'labels': ['医院'],\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'salary': '6-11k·13薪',\n",
       "      'dq': '广州-番禺区',\n",
       "      'title': '产品经理',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20221206170830',\n",
       "      'jobId': '54917713',\n",
       "      'link': 'https://www.liepin.com/job/1954917713.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=78k5pegjoj3vljwocq8xfe8ueoamodg9&fkId=bg4pl9k3g1qhttloc1v8s95brwpeycra&ckId=bg4pl9k3g1qhttloc1v8s95brwpeycra&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': 'ad1153524f4737fa4b595caf25f6eb7a',\n",
       "      'imUserType': '2',\n",
       "      'recruiterId': '8d854a54839b5e4540bd293bbc773165',\n",
       "      'recruiterName': '汪先生',\n",
       "      'recruiterTitle': '服务员',\n",
       "      'chatted': False,\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'},\n",
       "     'dataParams': '{\"imId\":\"ad1153524f4737fa4b595caf25f6eb7a\",\"imUserType\":\"2\",\"recruiterName\":\"汪先生\",\"jobKind\":\"2\",\"userId\":\"8d854a54839b5e4540bd293bbc773165\",\"jobId\":\"54917713\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22ckId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwpeycra%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%2278k5pegjoj3vljwocq8xfe8ueoamodg9%22%2C%22fkId%22%3A%22bg4pl9k3g1qhttloc1v8s95brwpeycra%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2255978801%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'comp': {'compName': '广金征信',\n",
       "      'compLogo': '61c1924e642c8c0bf718876205u.png',\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '专业技术服务',\n",
       "      'compId': 12447389,\n",
       "      'link': 'https://www.liepin.com/company/12447389/'},\n",
       "     'job': {'labels': ['国企', '13薪', '年终奖'],\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'salary': '9-14k·13薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'title': '产品经理',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'refreshTime': '20230209181306',\n",
       "      'jobId': '55978801',\n",
       "      'link': 'https://www.liepin.com/job/1955978801.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=78k5pegjoj3vljwocq8xfe8ueoamodg9&fkId=bg4pl9k3g1qhttloc1v8s95brwpeycra&ckId=bg4pl9k3g1qhttloc1v8s95brwpeycra&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': 'cfb884197789c25a966d2c65245014c5',\n",
       "      'imUserType': '2',\n",
       "      'recruiterId': 'd011cf1ea9220037dae4678703cb61f9',\n",
       "      'recruiterName': '胡先生',\n",
       "      'recruiterTitle': '产品创新部副总经理（主持工作）',\n",
       "      'chatted': False,\n",
       "      'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg'},\n",
       "     'dataParams': '{\"imId\":\"cfb884197789c25a966d2c65245014c5\",\"imUserType\":\"2\",\"recruiterName\":\"胡先生\",\"jobKind\":\"2\",\"userId\":\"d011cf1ea9220037dae4678703cb61f9\",\"jobId\":\"55978801\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'ckId': 'bg4pl9k3g1qhttloc1v8s95brwpeycra',\n",
       "   'scene': 'condition',\n",
       "   'skId': '78k5pegjoj3vljwocq8xfe8ueoamodg9',\n",
       "   'fkId': 'bg4pl9k3g1qhttloc1v8s95brwpeycra',\n",
       "   'sfrom': 'search_job_pc'},\n",
       "  'pagination': {'totalCounts': 450,\n",
       "   'currentPage': 0,\n",
       "   'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f1c06c7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "sel = 'div.jsx-2297469327.job-card-pc-container'\n",
    "content_datas = r.html.find(sel)\n",
    "title = []\n",
    "\n",
    "for content in content_datas:\n",
    "    print(content.text.split('\\n'))    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0d7500cc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e6442e01",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9cd42b9b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "df544d33",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6fe30793",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a15251f9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'comp': {'compId': 1051482, 'compIndustry': '互联网', 'compStage': '港股上市', 'compLogo': '637cb09ce2d83a592fde013c05u.png', 'compName': '同道猎聘集团', 'compScale': '2000-5000人', 'link': 'https://www.liepin.com/company/1051482/'}, 'job': {'labels': ['B端产品', 'SaaS产品', '平台产品'], 'title': 'B端产品经理', 'jobKind': '2', 'refreshTime': '20230327151553', 'advViewFlag': True, 'jobId': '45944241', 'salary': '26-35k·14薪', 'dq': '北京-朝阳区', 'topJob': True, 'link': 'https://www.liepin.com/job/1945944241.shtml', 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '卢先生', 'recruiterTitle': 'COE-招聘专家', 'imId': '3f635980fd134cda9da65a0dc5ff9f3d', 'imUserType': '2', 'chatted': False, 'recruiterId': '38257b39145a161601e34eb19c58fa5c', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"38257b39145a161601e34eb19c58fa5c\",\"recruiterName\":\"卢先生\",\"imId\":\"3f635980fd134cda9da65a0dc5ff9f3d\",\"imUserType\":\"2\",\"jobId\":\"45944241\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}', 'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245944241%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'comp': {'compId': 7945005, 'compIndustry': '计算机软件', 'compStage': 'B轮', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '南京天洑软件有限公司', 'compScale': '50-99人', 'link': 'https://www.liepin.com/company/7945005/'}, 'job': {'labels': ['工业互联网', 'Axure', '产品优化', '用户研究', 'Xmind', 'Visio', '产品规划', '竞品分析', '需求挖掘'], 'title': '产品经理', 'jobKind': '2', 'refreshTime': '20230331090207', 'advViewFlag': True, 'jobId': '51919855', 'salary': '25-35k', 'dq': '南京-江宁区', 'topJob': True, 'link': 'https://www.liepin.com/job/1951919855.shtml', 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1', 'requireEduLevel': '硕士'}, 'recruiter': {'recruiterName': '徐先生', 'recruiterTitle': '招聘经理', 'imId': 'fadc54c0e7012cbecf3b784bbdf4fe53', 'imUserType': '2', 'chatted': False, 'recruiterId': '4cc99b91848b506e3a55e918455c9ac1', 'recruiterPhoto': '6217570e01e216439725fb8808u.png'}, 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"4cc99b91848b506e3a55e918455c9ac1\",\"recruiterName\":\"徐先生\",\"imId\":\"fadc54c0e7012cbecf3b784bbdf4fe53\",\"imUserType\":\"2\",\"jobId\":\"51919855\",\"recruiterPhoto\":\"6217570e01e216439725fb8808u.png\"}', 'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2251919855%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'comp': {'compId': 1051482, 'compIndustry': '互联网', 'compStage': '港股上市', 'compLogo': '637cb09ce2d83a592fde013c05u.png', 'compName': '同道猎聘集团', 'compScale': '2000-5000人', 'link': 'https://www.liepin.com/company/1051482/'}, 'job': {'labels': ['数据分析', '用户研究', '产品规划'], 'title': 'IM产品经理', 'jobKind': '2', 'refreshTime': '20230327151543', 'advViewFlag': True, 'jobId': '45944317', 'salary': '26-35k·14薪', 'dq': '北京-朝阳区', 'topJob': True, 'link': 'https://www.liepin.com/job/1945944317.shtml', 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=2', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '卢先生', 'recruiterTitle': 'COE-招聘专家', 'imId': '3f635980fd134cda9da65a0dc5ff9f3d', 'imUserType': '2', 'chatted': False, 'recruiterId': '38257b39145a161601e34eb19c58fa5c', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'dataParams': 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'requireWorkYears': '5-10年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '陈女士', 'recruiterTitle': '招聘经理', 'imId': '3af8fdebe74dbbbe76f5ec2df67915bd', 'imUserType': '2', 'chatted': False, 'recruiterId': '82b656079372824a4b73c7d29c43d41f', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"recruiterName\":\"陈女士\",\"imId\":\"3af8fdebe74dbbbe76f5ec2df67915bd\",\"imUserType\":\"2\",\"jobId\":\"55397811\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}', 'dataInfo': 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'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '白女士', 'recruiterTitle': 'Talent Partner', 'imId': 'd2d1b8fb216557be160bef405ccde8ba', 'imUserType': '2', 'chatted': False, 'recruiterId': '6a77933d13f747d05e6b925786705a3c', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"recruiterName\":\"白女士\",\"imId\":\"d2d1b8fb216557be160bef405ccde8ba\",\"imUserType\":\"2\",\"jobId\":\"55701661\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}', 'dataInfo': 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     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"410\",\n",
    "            \"dq\": \"410\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  }
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